Shengyuan Chen
Scholar

Shengyuan Chen

Google Scholar ID: 9Ro5HtwAAAAJ
The Hong Kong Polytechnic University
reasoningknowledge graphsLLMs
Citations & Impact
All-time
Citations
319
 
H-index
8
 
i10-index
8
 
Publications
15
 
Co-authors
14
list available
Resume (English only)
Academic Achievements
  • Published multiple papers at top-tier venues including NeurIPS (2023, 2024, 2025), ICML (2023, 2025), ACL (2025), and TKDE.
  • Released LinearRAG in 2025—a lightweight GraphRAG framework that eliminates LLM token cost during graph construction and retrieval.
  • NeurIPS’24 paper 'LLM4EA' ranks #1 in Google Scholar search results for 'entity alignment' papers in the past two years (2024–2025).
  • Published a comprehensive survey on GraphRAG in 2025 along with an open-source awesome-list.
  • Launched the first GraphRAG benchmark in 2025.
  • Awarded the Postdoc Matching Fund (two-year support) in 2025.
  • Received the Departmental Top Conference Grant in 2023.
  • Won 'Most Appreciated Teaching Assistant' award (~$30,000 HKD) in 2022.
  • Received Fudan University Scholarship for Outstanding Students three times (2015–2018) and National Scholarship of Encouragement and Support twice (2015–2017).
  • Serves on program committees for NeurIPS (2024–2025), ICML (2025), ICLR (2025–2026), AISTATS (2025–2026), and AAAI (2026); also reviews for journals including TNNLS, TKDD, and TNSE.